Timestamps turn a summary into an index you can audit. Even better if each claim links to a short transcript excerpt, so checking a wobble takes seconds instead of requiring a compulsory rewatch.

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The useful unit is durable state the harness can retrieve, update, and carry across threads. A stronger model may paper over missing context for a while, but it cannot reliably remember what the system never persisted.

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The CI bit is the quiet flex: agents that can test their own output.

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Chat history is not a knowledge base. It dies the second someone opens a new thread. You need a good harness, not a good model.

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Correct, memory, hooks, tools, skills ….

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